IS WORK OVER?

Automation index

How much of a Pastry chef’s job can AI already do?

Costing and a cake design come earlier. Tempering chocolate and stacking a millefeuille that does not collapse do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Pastry chef

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Design menus, cost and cake orders.
Estimate

No public source provides a precise figure. This is our estimate.

16%35%+5.6
Doughs, creams and chocolate.
Estimate

No public source provides a precise figure. This is our estimate.

20%12%+2.4
Assemble, decorate and finish.
Estimate

No public source provides a precise figure. This is our estimate.

22%10%+2.2
Counter, orders and client care.
Estimate

No public source provides a precise figure. This is our estimate.

14%18%+2.5
Hygiene, cold chain and storage.
Estimate

No public source provides a precise figure. This is our estimate.

14%15%+2.1
Train assistants and shop-floor pace.
Estimate

No public source provides a precise figure. This is our estimate.

14%16%+2.2
Total100%17%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • cook
  • mise en place
  • dishes
  • bake
  • Design menus, cost and cake orders
  • Doughs, creams and chocolate
  • Assemble, decorate and finish
  • Counter, orders and client care
  • Hygiene, cold chain and storage
  • Train assistants and shop-floor pace

Sources for this job· O*NET 51-3011.00· ESCO/ISCO 7512

Neurologist

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Read MRIs, EEGs and a first differential.
Estimate

No public source provides a precise figure. This is our estimate.

18%48%+8.6
Examination, cranial nerves and gait.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Long clinic, family and bad news.
Estimate

No public source provides a precise figure. This is our estimate.

16%18%+2.9
Reports, prescriptions and consults.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
On-call, stroke and ward rounds.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Meeting, team and owning the diagnosis.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%24%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • Read MRIs, EEGs and a first differential
  • Examination, cranial nerves and gait
  • Long clinic, family and bad news
  • Reports, prescriptions and consults
  • On-call, stroke and ward rounds
  • Meeting, team and owning the diagnosis
  • neurologo
  • neurologist

Sources for this job· O*NET 29-1217.00· ESCO/ISCO 2212

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